Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 582 |
| Missing cells | 4 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 13 |
| Duplicate rows (%) | 2.2% |
| Total size in memory | 50.1 KiB |
| Average record size in memory | 88.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 2 |
| Dataset has 13 (2.2%) duplicate rows | Duplicates |
Alamine_Aminotransferase is highly overall correlated with Asparate_Aminotransferase | High correlation |
Albumin is highly overall correlated with Albumin_Globulin_Ratio and 1 other fields | High correlation |
Albumin_Globulin_Ratio is highly overall correlated with Albumin | High correlation |
Asparate_Aminotransferase is highly overall correlated with Alamine_Aminotransferase and 2 other fields | High correlation |
Direct_Bilirubin is highly overall correlated with Asparate_Aminotransferase and 1 other fields | High correlation |
Total_Bilirubin is highly overall correlated with Asparate_Aminotransferase and 1 other fields | High correlation |
Total_protiens is highly overall correlated with Albumin | High correlation |
Reproduction
| Analysis started | 2024-04-07 06:58:34.955372 |
|---|---|
| Analysis finished | 2024-04-07 06:58:48.286490 |
| Duration | 13.33 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
Age
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.71134 |
| Minimum | 4 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 33 |
| median | 45 |
| Q3 | 57.75 |
| 95-th percentile | 72 |
| Maximum | 90 |
| Range | 86 |
| Interquartile range (IQR) | 24.75 |
Descriptive statistics
| Standard deviation | 16.181921 |
|---|---|
| Coefficient of variation (CV) | 0.36191984 |
| Kurtosis | -0.55553284 |
| Mean | 44.71134 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.026391787 |
| Sum | 26022 |
| Variance | 261.85457 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 34 | 5.8% |
| 45 | 25 | 4.3% |
| 50 | 23 | 4.0% |
| 38 | 21 | 3.6% |
| 42 | 21 | 3.6% |
| 48 | 20 | 3.4% |
| 32 | 20 | 3.4% |
| 55 | 18 | 3.1% |
| 40 | 17 | 2.9% |
| 46 | 16 | 2.7% |
| Other values (62) | 367 |
| Value | Count | Frequency (%) |
| 4 | 2 | |
| 6 | 1 | 0.2% |
| 7 | 2 | |
| 8 | 1 | 0.2% |
| 10 | 1 | 0.2% |
| 11 | 1 | 0.2% |
| 12 | 2 | |
| 13 | 4 | |
| 14 | 2 | |
| 15 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 90 | 1 | 0.2% |
| 85 | 1 | 0.2% |
| 84 | 1 | 0.2% |
| 78 | 1 | 0.2% |
| 75 | 14 | |
| 74 | 4 | 0.7% |
| 73 | 2 | 0.3% |
| 72 | 8 | |
| 70 | 9 | |
| 69 | 2 | 0.3% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.7 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.4845361 |
| Min length | 4 |
Characters and Unicode
| Total characters | 2610 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 441 | |
| Female | 141 | 24.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 441 | |
| female | 141 | 24.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 723 | |
| a | 582 | |
| l | 582 | |
| M | 441 | |
| F | 141 | 5.4% |
| m | 141 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2610 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 723 | |
| a | 582 | |
| l | 582 | |
| M | 441 | |
| F | 141 | 5.4% |
| m | 141 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2610 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 723 | |
| a | 582 | |
| l | 582 | |
| M | 441 | |
| F | 141 | 5.4% |
| m | 141 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2610 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 723 | |
| a | 582 | |
| l | 582 | |
| M | 441 | |
| F | 141 | 5.4% |
| m | 141 | 5.4% |
Total_Bilirubin
Real number (ℝ)
HIGH CORRELATION
| Distinct | 113 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3032646 |
| Minimum | 0.4 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 0.8 |
| median | 1 |
| Q3 | 2.6 |
| 95-th percentile | 16.375 |
| Maximum | 75 |
| Range | 74.6 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 6.2139264 |
|---|---|
| Coefficient of variation (CV) | 1.881147 |
| Kurtosis | 37.105388 |
| Mean | 3.3032646 |
| Median Absolute Deviation (MAD) | 0.35 |
| Skewness | 4.9034664 |
| Sum | 1922.5 |
| Variance | 38.612881 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8 | 91 | |
| 0.7 | 76 | 13.1% |
| 0.9 | 57 | 9.8% |
| 0.6 | 46 | 7.9% |
| 1 | 28 | 4.8% |
| 1.1 | 19 | 3.3% |
| 1.8 | 14 | 2.4% |
| 1.4 | 13 | 2.2% |
| 1.3 | 12 | 2.1% |
| 1.7 | 11 | 1.9% |
| Other values (103) | 215 |
| Value | Count | Frequency (%) |
| 0.4 | 1 | 0.2% |
| 0.5 | 5 | 0.9% |
| 0.6 | 46 | |
| 0.7 | 76 | |
| 0.8 | 91 | |
| 0.9 | 57 | |
| 1 | 28 | 4.8% |
| 1.1 | 19 | 3.3% |
| 1.2 | 8 | 1.4% |
| 1.3 | 12 | 2.1% |
| Value | Count | Frequency (%) |
| 75 | 1 | |
| 42.8 | 1 | |
| 32.6 | 1 | |
| 30.8 | 1 | |
| 30.5 | 2 | |
| 27.7 | 1 | |
| 27.2 | 1 | |
| 26.3 | 1 | |
| 25 | 1 | |
| 23.3 | 1 |
Direct_Bilirubin
Real number (ℝ)
HIGH CORRELATION
| Distinct | 80 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.488488 |
| Minimum | 0.1 |
|---|---|
| Maximum | 19.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.2 |
| median | 0.3 |
| Q3 | 1.3 |
| 95-th percentile | 8.4 |
| Maximum | 19.7 |
| Range | 19.6 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 2.8103242 |
|---|---|
| Coefficient of variation (CV) | 1.8880396 |
| Kurtosis | 11.329042 |
| Mean | 1.488488 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 3.2093365 |
| Sum | 866.3 |
| Variance | 7.8979223 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2 | 194 | |
| 0.1 | 62 | 10.7% |
| 0.3 | 51 | 8.8% |
| 0.8 | 22 | 3.8% |
| 0.4 | 21 | 3.6% |
| 0.5 | 20 | 3.4% |
| 0.6 | 16 | 2.7% |
| 1 | 13 | 2.2% |
| 1.3 | 12 | 2.1% |
| 1.6 | 11 | 1.9% |
| Other values (70) | 160 |
| Value | Count | Frequency (%) |
| 0.1 | 62 | 10.7% |
| 0.2 | 194 | |
| 0.3 | 51 | 8.8% |
| 0.4 | 21 | 3.6% |
| 0.5 | 20 | 3.4% |
| 0.6 | 16 | 2.7% |
| 0.7 | 11 | 1.9% |
| 0.8 | 22 | 3.8% |
| 0.9 | 7 | 1.2% |
| 1 | 13 | 2.2% |
| Value | Count | Frequency (%) |
| 19.7 | 1 | |
| 18.3 | 1 | |
| 17.1 | 1 | |
| 14.2 | 1 | |
| 14.1 | 1 | |
| 13.7 | 1 | |
| 12.8 | 1 | |
| 12.6 | 2 | |
| 12.1 | 1 | |
| 11.8 | 2 |
Alkaline_Phosphotase
Real number (ℝ)
| Distinct | 263 |
|---|---|
| Distinct (%) | 45.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 290.7543 |
| Minimum | 63 |
|---|---|
| Maximum | 2110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 137 |
| Q1 | 175.25 |
| median | 208 |
| Q3 | 298 |
| 95-th percentile | 698.55 |
| Maximum | 2110 |
| Range | 2047 |
| Interquartile range (IQR) | 122.75 |
Descriptive statistics
| Standard deviation | 243.10893 |
|---|---|
| Coefficient of variation (CV) | 0.83613186 |
| Kurtosis | 17.719313 |
| Mean | 290.7543 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 3.7615886 |
| Sum | 169219 |
| Variance | 59101.952 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 298 | 11 | 1.9% |
| 215 | 11 | 1.9% |
| 198 | 11 | 1.9% |
| 195 | 10 | 1.7% |
| 190 | 10 | 1.7% |
| 180 | 10 | 1.7% |
| 145 | 9 | 1.5% |
| 182 | 9 | 1.5% |
| 158 | 9 | 1.5% |
| 282 | 8 | 1.4% |
| Other values (253) | 484 |
| Value | Count | Frequency (%) |
| 63 | 1 | |
| 75 | 1 | |
| 90 | 1 | |
| 92 | 2 | |
| 97 | 1 | |
| 98 | 1 | |
| 100 | 2 | |
| 102 | 1 | |
| 103 | 1 | |
| 105 | 1 |
| Value | Count | Frequency (%) |
| 2110 | 1 | |
| 1896 | 1 | |
| 1750 | 1 | |
| 1630 | 1 | |
| 1620 | 1 | |
| 1580 | 1 | |
| 1550 | 1 | |
| 1420 | 1 | |
| 1350 | 2 | |
| 1124 | 1 |
Alamine_Aminotransferase
Real number (ℝ)
HIGH CORRELATION
| Distinct | 152 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.824742 |
| Minimum | 10 |
|---|---|
| Maximum | 2000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 23 |
| median | 35 |
| Q3 | 60.75 |
| 95-th percentile | 232 |
| Maximum | 2000 |
| Range | 1990 |
| Interquartile range (IQR) | 37.75 |
Descriptive statistics
| Standard deviation | 182.7577 |
|---|---|
| Coefficient of variation (CV) | 2.2611603 |
| Kurtosis | 50.495354 |
| Mean | 80.824742 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 6.5439689 |
| Sum | 47040 |
| Variance | 33400.375 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25 | 25 | 4.3% |
| 20 | 23 | 4.0% |
| 22 | 18 | 3.1% |
| 18 | 17 | 2.9% |
| 21 | 17 | 2.9% |
| 28 | 17 | 2.9% |
| 30 | 15 | 2.6% |
| 48 | 14 | 2.4% |
| 15 | 14 | 2.4% |
| 24 | 13 | 2.2% |
| Other values (142) | 409 |
| Value | Count | Frequency (%) |
| 10 | 4 | 0.7% |
| 11 | 2 | 0.3% |
| 12 | 10 | |
| 13 | 4 | 0.7% |
| 14 | 8 | |
| 15 | 14 | |
| 16 | 7 | |
| 17 | 8 | |
| 18 | 17 | |
| 19 | 6 | 1.0% |
| Value | Count | Frequency (%) |
| 2000 | 1 | |
| 1680 | 1 | |
| 1630 | 1 | |
| 1350 | 1 | |
| 1250 | 2 | |
| 950 | 1 | |
| 875 | 2 | |
| 790 | 1 | |
| 779 | 1 | |
| 622 | 1 |
Asparate_Aminotransferase
Real number (ℝ)
HIGH CORRELATION
| Distinct | 177 |
|---|---|
| Distinct (%) | 30.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110.06873 |
| Minimum | 10 |
|---|---|
| Maximum | 4929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 15.05 |
| Q1 | 25 |
| median | 42 |
| Q3 | 87 |
| 95-th percentile | 400.95 |
| Maximum | 4929 |
| Range | 4919 |
| Interquartile range (IQR) | 62 |
Descriptive statistics
| Standard deviation | 289.14188 |
|---|---|
| Coefficient of variation (CV) | 2.6269212 |
| Kurtosis | 150.68844 |
| Mean | 110.06873 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 10.53834 |
| Sum | 64060 |
| Variance | 83603.025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23 | 16 | 2.7% |
| 21 | 14 | 2.4% |
| 30 | 14 | 2.4% |
| 20 | 14 | 2.4% |
| 22 | 13 | 2.2% |
| 28 | 13 | 2.2% |
| 25 | 13 | 2.2% |
| 34 | 12 | 2.1% |
| 24 | 12 | 2.1% |
| 32 | 12 | 2.1% |
| Other values (167) | 449 |
| Value | Count | Frequency (%) |
| 10 | 1 | 0.2% |
| 11 | 2 | 0.3% |
| 12 | 5 | |
| 13 | 3 | 0.5% |
| 14 | 8 | |
| 15 | 11 | |
| 16 | 9 | |
| 17 | 8 | |
| 18 | 8 | |
| 19 | 11 |
| Value | Count | Frequency (%) |
| 4929 | 1 | 0.2% |
| 2946 | 1 | 0.2% |
| 1600 | 1 | 0.2% |
| 1500 | 1 | 0.2% |
| 1050 | 2 | |
| 960 | 1 | 0.2% |
| 950 | 1 | 0.2% |
| 850 | 4 | |
| 844 | 1 | 0.2% |
| 794 | 1 | 0.2% |
Total_protiens
Real number (ℝ)
HIGH CORRELATION
| Distinct | 58 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.482646 |
| Minimum | 2.7 |
|---|---|
| Maximum | 9.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 4.605 |
| Q1 | 5.8 |
| median | 6.6 |
| Q3 | 7.2 |
| 95-th percentile | 8.1 |
| Maximum | 9.6 |
| Range | 6.9 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.0863056 |
|---|---|
| Coefficient of variation (CV) | 0.16757132 |
| Kurtosis | 0.22785145 |
| Mean | 6.482646 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | -0.28402549 |
| Sum | 3772.9 |
| Variance | 1.1800598 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 32 | 5.5% |
| 6 | 30 | 5.2% |
| 6.8 | 27 | 4.6% |
| 6.9 | 25 | 4.3% |
| 6.2 | 24 | 4.1% |
| 7.1 | 22 | 3.8% |
| 7.2 | 21 | 3.6% |
| 8 | 20 | 3.4% |
| 7.3 | 18 | 3.1% |
| 6.1 | 18 | 3.1% |
| Other values (48) | 345 |
| Value | Count | Frequency (%) |
| 2.7 | 1 | 0.2% |
| 2.8 | 1 | 0.2% |
| 3 | 1 | 0.2% |
| 3.6 | 3 | |
| 3.7 | 1 | 0.2% |
| 3.8 | 2 | |
| 3.9 | 2 | |
| 4 | 2 | |
| 4.1 | 2 | |
| 4.3 | 3 |
| Value | Count | Frequency (%) |
| 9.6 | 1 | 0.2% |
| 9.5 | 1 | 0.2% |
| 9.2 | 2 | 0.3% |
| 8.9 | 1 | 0.2% |
| 8.7 | 1 | 0.2% |
| 8.6 | 3 | 0.5% |
| 8.5 | 5 | |
| 8.4 | 3 | 0.5% |
| 8.3 | 3 | 0.5% |
| 8.2 | 8 |
Albumin
Real number (ℝ)
HIGH CORRELATION
| Distinct | 40 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1415808 |
| Minimum | 0.9 |
|---|---|
| Maximum | 5.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 2.6 |
| median | 3.1 |
| Q3 | 3.8 |
| 95-th percentile | 4.395 |
| Maximum | 5.5 |
| Range | 4.6 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.79617604 |
|---|---|
| Coefficient of variation (CV) | 0.25343167 |
| Kurtosis | -0.39210503 |
| Mean | 3.1415808 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.042638014 |
| Sum | 1828.4 |
| Variance | 0.63389629 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 3 | 45 | 7.7% |
| 4 | 37 | 6.4% |
| 2.9 | 29 | 5.0% |
| 3.1 | 28 | 4.8% |
| 3.2 | 26 | 4.5% |
| 3.9 | 25 | 4.3% |
| 2.7 | 24 | 4.1% |
| 2.5 | 24 | 4.1% |
| 3.5 | 23 | 4.0% |
| 2 | 21 | 3.6% |
| Other values (30) | 300 |
| Value | Count | Frequency (%) |
| 0.9 | 2 | 0.3% |
| 1 | 1 | 0.2% |
| 1.4 | 3 | 0.5% |
| 1.5 | 3 | 0.5% |
| 1.6 | 8 | 1.4% |
| 1.7 | 3 | 0.5% |
| 1.8 | 12 | |
| 1.9 | 7 | 1.2% |
| 2 | 21 | |
| 2.1 | 14 |
| Value | Count | Frequency (%) |
| 5.5 | 2 | 0.3% |
| 5 | 1 | 0.2% |
| 4.9 | 4 | 0.7% |
| 4.8 | 2 | 0.3% |
| 4.7 | 3 | 0.5% |
| 4.6 | 4 | 0.7% |
| 4.5 | 6 | |
| 4.4 | 8 | |
| 4.3 | 14 | |
| 4.2 | 12 |
Albumin_Globulin_Ratio
Real number (ℝ)
HIGH CORRELATION
| Distinct | 69 |
|---|---|
| Distinct (%) | 11.9% |
| Missing | 4 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.94714533 |
| Minimum | 0.3 |
|---|---|
| Maximum | 2.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.7 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 0.94 |
| Q3 | 1.1 |
| 95-th percentile | 1.5 |
| Maximum | 2.8 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.31986292 |
|---|---|
| Coefficient of variation (CV) | 0.33771261 |
| Kurtosis | 3.2705459 |
| Mean | 0.94714533 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | 0.99074173 |
| Sum | 547.45 |
| Variance | 0.10231229 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 106 | |
| 0.8 | 65 | |
| 0.9 | 58 | |
| 0.7 | 53 | |
| 1.1 | 46 | |
| 1.2 | 35 | 6.0% |
| 0.6 | 31 | 5.3% |
| 0.5 | 29 | 5.0% |
| 1.3 | 25 | 4.3% |
| 1.4 | 17 | 2.9% |
| Other values (59) | 113 |
| Value | Count | Frequency (%) |
| 0.3 | 4 | 0.7% |
| 0.35 | 1 | 0.2% |
| 0.37 | 1 | 0.2% |
| 0.39 | 1 | 0.2% |
| 0.4 | 14 | |
| 0.45 | 1 | 0.2% |
| 0.46 | 1 | 0.2% |
| 0.47 | 2 | 0.3% |
| 0.48 | 1 | 0.2% |
| 0.5 | 29 |
| Value | Count | Frequency (%) |
| 2.8 | 1 | 0.2% |
| 2.5 | 2 | 0.3% |
| 1.9 | 1 | 0.2% |
| 1.85 | 2 | 0.3% |
| 1.8 | 3 | |
| 1.72 | 1 | 0.2% |
| 1.7 | 4 | |
| 1.66 | 1 | 0.2% |
| 1.6 | 5 | |
| 1.58 | 2 | 0.3% |
Target
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.7 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 582 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 415 | |
| 2 | 167 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 415 | |
| 2 | 167 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 415 | |
| 2 | 167 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 582 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 415 | |
| 2 | 167 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 582 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 415 | |
| 2 | 167 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 582 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 415 | |
| 2 | 167 |
| Age | Alamine_Aminotransferase | Albumin | Albumin_Globulin_Ratio | Alkaline_Phosphotase | Asparate_Aminotransferase | Direct_Bilirubin | Gender | Target | Total_Bilirubin | Total_protiens | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.065 | -0.262 | -0.250 | 0.061 | -0.015 | 0.111 | 0.125 | 0.200 | 0.117 | -0.175 |
| Alamine_Aminotransferase | -0.065 | 1.000 | -0.052 | -0.084 | 0.410 | 0.773 | 0.410 | 0.000 | 0.114 | 0.435 | -0.018 |
| Albumin | -0.262 | -0.052 | 1.000 | 0.754 | -0.171 | -0.205 | -0.233 | 0.035 | 0.155 | -0.222 | 0.779 |
| Albumin_Globulin_Ratio | -0.250 | -0.084 | 0.754 | 1.000 | -0.322 | -0.210 | -0.299 | 0.000 | 0.205 | -0.286 | 0.273 |
| Alkaline_Phosphotase | 0.061 | 0.410 | -0.171 | -0.322 | 1.000 | 0.395 | 0.367 | 0.104 | 0.203 | 0.383 | 0.014 |
| Asparate_Aminotransferase | -0.015 | 0.773 | -0.205 | -0.210 | 0.395 | 1.000 | 0.502 | 0.000 | 0.093 | 0.508 | -0.084 |
| Direct_Bilirubin | 0.111 | 0.410 | -0.233 | -0.299 | 0.367 | 0.502 | 1.000 | 0.078 | 0.215 | 0.959 | -0.019 |
| Gender | 0.125 | 0.000 | 0.035 | 0.000 | 0.104 | 0.000 | 0.078 | 1.000 | 0.069 | 0.198 | -0.090 |
| Target | 0.200 | 0.114 | 0.155 | 0.205 | 0.203 | 0.093 | 0.215 | 0.069 | 1.000 | -0.306 | 0.033 |
| Total_Bilirubin | 0.117 | 0.435 | -0.222 | -0.286 | 0.383 | 0.508 | 0.959 | 0.198 | -0.306 | 1.000 | -0.019 |
| Total_protiens | -0.175 | -0.018 | 0.779 | 0.273 | 0.014 | -0.084 | -0.019 | -0.090 | 0.033 | -0.019 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Age | Gender | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Asparate_Aminotransferase | Total_protiens | Albumin | Albumin_Globulin_Ratio | Target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 62 | Male | 10.9 | 5.5 | 699 | 64 | 100 | 7.5 | 3.2 | 0.74 | 1 |
| 1 | 62 | Male | 7.3 | 4.1 | 490 | 60 | 68 | 7.0 | 3.3 | 0.89 | 1 |
| 2 | 58 | Male | 1.0 | 0.4 | 182 | 14 | 20 | 6.8 | 3.4 | 1.00 | 1 |
| 3 | 72 | Male | 3.9 | 2.0 | 195 | 27 | 59 | 7.3 | 2.4 | 0.40 | 1 |
| 4 | 46 | Male | 1.8 | 0.7 | 208 | 19 | 14 | 7.6 | 4.4 | 1.30 | 1 |
| 5 | 26 | Female | 0.9 | 0.2 | 154 | 16 | 12 | 7.0 | 3.5 | 1.00 | 1 |
| 6 | 29 | Female | 0.9 | 0.3 | 202 | 14 | 11 | 6.7 | 3.6 | 1.10 | 1 |
| 7 | 17 | Male | 0.9 | 0.3 | 202 | 22 | 19 | 7.4 | 4.1 | 1.20 | 2 |
| 8 | 55 | Male | 0.7 | 0.2 | 290 | 53 | 58 | 6.8 | 3.4 | 1.00 | 1 |
| 9 | 57 | Male | 0.6 | 0.1 | 210 | 51 | 59 | 5.9 | 2.7 | 0.80 | 1 |
| Age | Gender | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Asparate_Aminotransferase | Total_protiens | Albumin | Albumin_Globulin_Ratio | Target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 572 | 32 | Male | 3.7 | 1.6 | 612 | 50 | 88 | 6.2 | 1.9 | 0.40 | 1 |
| 573 | 32 | Male | 12.1 | 6.0 | 515 | 48 | 92 | 6.6 | 2.4 | 0.50 | 1 |
| 574 | 32 | Male | 25.0 | 13.7 | 560 | 41 | 88 | 7.9 | 2.5 | 2.50 | 1 |
| 575 | 32 | Male | 15.0 | 8.2 | 289 | 58 | 80 | 5.3 | 2.2 | 0.70 | 1 |
| 576 | 32 | Male | 12.7 | 8.4 | 190 | 28 | 47 | 5.4 | 2.6 | 0.90 | 1 |
| 577 | 60 | Male | 0.5 | 0.1 | 500 | 20 | 34 | 5.9 | 1.6 | 0.37 | 2 |
| 578 | 40 | Male | 0.6 | 0.1 | 98 | 35 | 31 | 6.0 | 3.2 | 1.10 | 1 |
| 579 | 52 | Male | 0.8 | 0.2 | 245 | 48 | 49 | 6.4 | 3.2 | 1.00 | 1 |
| 580 | 31 | Male | 1.3 | 0.5 | 184 | 29 | 32 | 6.8 | 3.4 | 1.00 | 1 |
| 581 | 38 | Male | 1.0 | 0.3 | 216 | 21 | 24 | 7.3 | 4.4 | 1.50 | 2 |
Most frequently occurring
| Age | Gender | Total_Bilirubin | Direct_Bilirubin | Alkaline_Phosphotase | Alamine_Aminotransferase | Asparate_Aminotransferase | Total_protiens | Albumin | Albumin_Globulin_Ratio | Target | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 18 | Male | 0.8 | 0.2 | 282 | 72 | 140 | 5.5 | 2.5 | 0.80 | 1 | 2 |
| 1 | 30 | Male | 1.6 | 0.4 | 332 | 84 | 139 | 5.6 | 2.7 | 0.90 | 1 | 2 |
| 2 | 31 | Male | 0.6 | 0.1 | 175 | 48 | 34 | 6.0 | 3.7 | 1.60 | 1 | 2 |
| 3 | 34 | Male | 4.1 | 2.0 | 289 | 875 | 731 | 5.0 | 2.7 | 1.10 | 1 | 2 |
| 4 | 36 | Male | 0.8 | 0.2 | 158 | 29 | 39 | 6.0 | 2.2 | 0.50 | 2 | 2 |
| 5 | 36 | Male | 5.3 | 2.3 | 145 | 32 | 92 | 5.1 | 2.6 | 1.00 | 2 | 2 |
| 6 | 38 | Female | 2.6 | 1.2 | 410 | 59 | 57 | 5.6 | 3.0 | 0.80 | 2 | 2 |
| 7 | 39 | Male | 1.9 | 0.9 | 180 | 42 | 62 | 7.4 | 4.3 | 1.38 | 1 | 2 |
| 8 | 40 | Female | 0.9 | 0.3 | 293 | 232 | 245 | 6.8 | 3.1 | 0.80 | 1 | 2 |
| 9 | 42 | Male | 8.9 | 4.5 | 272 | 31 | 61 | 5.8 | 2.0 | 0.50 | 1 | 2 |